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Dr.Soumya. A

 Designation  Associate Professor
 Qualification  M.S, Ph.D
 Experience  Teaching: 21 years, Research: 8 Years
 Area of Interest  Computer Cognition & Recognition, Image Processing, AI .
 Date of joining RVCE  16th Feb 2005
 Email  soumyaa@rvce.edu.in

Project Guided:

Number of UG projects guided: 55

Number of PG projects guided: 30

PhD Guidance

         Currently guiding 3 research Scholars.

Publications:

National Conferences: 6

International Journals: 24

International Conferences: 16

 

List of National Conference publications

  1. Anjum R and Soumya A, “Enhancement and Segmentation of Ancient Kannada Scripts”, Fourth National Level Conference on Information Processing – 2014, AMC Engineering College, Bangalore, 8th and 9th May 2014

  2. Preethi P, Soumya A, “ Analysis of few Segmentation Algorithms on Epigraphical Images”, National Conference on Recent Trends in Computer Science and Engineering, Jain University, Kannakpur, 6th June 2013.

  3. Padmavathi Krishnamurthy, Soumya A, “Artificial Intelligence – Perspective on The Journey through the Ages”, Proc. of National Conference on Recent Trends in Computer Technology (RTCT-2011), pg 142-148, R V College of Engg, Bangalore, 29th and 30th April 2011

  4. Nivedita G Gundmi, E S Shivaleela, Soumya A , “Regenerator Placement Algorithm with Optical Reach for DWDM Translucent Network”, Proc. of National Conference on Recent Trends in Computer Technology (RTCT-2011), pg 6-8, R V College of Engg, Bangalore, 29th and 30th April 2011

  5. Nivedita G Gundmi, E S Shivaleela, Soumya A, Shrikant S Tangade, “Performance Analysis of Transparent Network V/s Translucent Network in DWDM Optical Networks”, Proceedings of National Conference on Emerging Trends in Information Technology - NCETIT-2011, , pg 195-199, Don Bosco Institute of Technology, Bangalore.

  6. Srinivas Talabattulu, Shrikant S Tangade, Soumya A, “Quality of Transmission (QoT) – Aware Routing in All-Optical WDM Networks”, Proc. National Conference on Information and Communication Technology (NCICT 2010), New Horizon College of Engineering, Bangalore, 23rd April 2010.

 

List of International Journals publications

  1. Kritadnya Kaling, Navanika J Reddy, Minal R D, Soumya A, “Deep Fake Image and Video detection using AI and ML”,  International Journal of Engineering, Management and Humanities (IJEMH) Volume 4, Issue 6, Nov.-Dec., 2023 pp: 26-33

  2. Adamyaa DN, Dinesh Babu S , Priya D , Soumya A, “Building a Monitoring Framework for a Distributed Cloud Application Using Prometheus and Chef - An Overview”, International Journal for Research in Applied Science & Engineering Technology (IJRASET), ISSN No: 2321-9653, Volume 10, Issue VII, July 2022, Pg 3164-3168; 2.     

  3. Akshay Kumar , Manas Punj Thakur , Soumya A , Sushmita Sarkar, “Serverless Computing with OCI Functions”, GRADIVA REVIEW JOURNAL, Approved by UGC-CARE Group-II Journal, ISSN NO : 0363-8057, Volume 8, Issue 7, Pg 480-498, July 2022

  4. M S Suprita and Soumya A, “Secure Log-Management and Analysis”, International Journal of Research and Analytical Reviews(IJRAR), An International Open-Access Journal, Approved by UGC, E-ISSN NO : 2348-1269, P-ISSN: 2349-5138, Volume 8, Issue 3, Page 229-232, July 2021

  5. M S Suprita and Soumya A, “Regeneration of Artwork using AI and Image Fusion Techniques”, HTL International Journal (High Technology Letters), UGC-CARE Approved (Group II), Scopus, ISSN NO : 1006-6748,Volume 27, Issue 6, Page 319-325, June 2021

  6. Pavan Kumar K N, L Spoorthi and Soumya A, “Rest APIs Using Amazon AWS API Gateway”, 2021 Journal of Emerging Technologies and Innovative Research (JETIR) July 2021, Volume 8, Issue 7  ISSN-2349-5162 – Page a212-a216, UGC Approved, Impact Factor: 7.95

  7.  Kandukuri VineethKumar Gowd, Harshith.K, Soumya.A, “Importance of MVC framework in Web Development”, 2021 Journal of Emerging Technologies and Innovative Research (JETIR) June 2021, Volume 8, Issue 6 ISSN-2349-5162 Page e816-e819, UGC Approved, Impact Factor: 7.95

  8. Kirthana T and Soumya A “Machine Learning Techniques For Wastewater Treatment Plants”, Journal of Seybold Report, ISSN NO: 1533-9211, Volume 15 Issue 7 2020, Aug 2020, 1895-1899, UGC-CARE Approved (Group-II), Scopus, Impact Factor value: 7.078

  9. Kirthana T and Soumya A “Data Interchange: A Backbone for Backend ERP System”, International Journal of Advanced Research in Computer and Communication Engineering (IJARCCE), International ISSN (Online) 2278-1021, Vol. 9, Issue 5, May 2020, Page 142-145

  10. Sharath Krishna Karanam and Soumya A, “Test Logs Segregation and Analysis Automation”, International Research Journal of Engineering and Technology (IRJET),        e-ISSN: 2395-0056,  p-ISSN: 2395-0072 ,  Volume: 07 Issue: 05 | May 2020,  Page 2203- 2205, Impact Factor value: 7.529

  11. Parvati Hotagi and Soumya A, “Autonomous Vehicles: A Generic Perspective”,   International Research Journal of Engineering and Technology (IRJET) , e-ISSN: 2395-0056, p-ISSN: 2395-0072, , Volume: 07 Issue: 04| Apr 2020,  Page 5267- 5271, Impact Factor value: 7.529

  12. Sahana P K and Soumya A, “Producer-Consumer Process Synchronization in Multicore System and Energy Profile”, International Research Journal of Engineering and Technology (IRJET) , e-ISSN: 2395-0056,  p-ISSN: 2395-0072 ,  Volume: 07 Issue: 04| Apr 2020,  Page 5263- 5266, Impact Factor value: 7.529

  13. Rahul Rathod, S Jayanth Balaji, Samarth S and Soumya A, “Detection and Classification of Tomato Plant Leaf Diseases Using Convolutional Neural Network”,   International Research Journal of Engineering and Technology (IRJET) , e-ISSN: 2395-0056,  p-ISSN: 2395-0072 ,  Volume: 07 Issue: 04 | Apr 2020,  Page 5412- 5414, Impact Factor value: 7.529

  14. Mukesh Kumar P, Soumya A “A study on Energy efficient Dynamic Cluster Head Selection Based on High Residual Energy”, International Journal of Research and Analytical Reviews (IJRAR UGC Approved) E-ISSN 2348-1269, P- ISSN 2349-5138, Volume 6, Issue 2, pp 962-966, June 2019

  15. Rahul Suresh and Soumya A – “Different Machine Learning Classifiers for Music Emotion Recognition", International Journal of Recent Technology and Engineering (IJRTE) , ISSN: 2277-3878 (Online), Volume-8 Issue-4, November 2019, Impact Factor: 5.92 | Scopus Journal

  16. Vinay N R, Soumya Sharma, Layeeq Ahmed, Soumya A, Rajashree Shettar – “A Review on Different Object Relational Mapping Frameworks", International Journal of Emerging Technologies and Innovative Research (JETIR UGC Approved), ISSN:2349-5162, Vol.6, Issue 5, page no. pp668-674, May-2019.

  17. Madhuri Kishan Kulkarni and Soumya A “Deployment of Calabash Automation Framework to Analyze the Performance of an Andriod Application”, Vol 2, Issue 3, pg 70- 75, Journal for Research, ISSN:2395-7549, May 2016

  18. Soumya A and G Hemantha Kumar, “Recognition of Historical Documents using Gabor and Zonal Features”, Signal & Image Processing : An International Journal (SIPIJ) Vol.6, No.4, pg 57-69, August 2015

  19. Soumya A and G Hemantha Kumar, “Performance Analysis of Random Forests with SVM and KNN in Classification of Ancient Kannada Scripts”, International Journal Of Computers and Technology(IJCT), Vol. 13, No. 9, pg 4907-4921, July 2014

  20. Soumya A and G Hemantha Kumar, “Preprocessing of Camera Captured Inscriptions and Segmentation of Handwritten Kannada text”, International Journal of Advanced Research in Computer and Communication Engineering (IJARCCE), Vol. 3, Issue 5, pg 6794- 6803, May 2014

  21. Soumya A and G Hemantha Kumar, “Zernike Moment features for the Recognition of Ancient Kannada Base Characters”, International Journal of Graphics & Image Processing (IJGIP),Volume 4, Issue 2, pg 99-104, May 2014

  22. Soumya A and G Hemantha Kumar, “SVM Classifier For The Prediction Of Era Of An Epigraphical Script”, International Journal of Peer to Peer Networks (IJP2P) Vol.2, No.2, pg 12-22, April 2011

  23. Soumya A and G Hemantha Kumar, “Automatic Decipherment of Ancient Indian Epigraphical Scripts - A Brief Review”, International Journal of Computer Science & Emerging Technologies (E-ISSN: 2044-6004) Volume 2, Issue 1, pg 139-143, Feb 2011.

  24. Shrikant S. Tangade, Dr. T. Srinivas, Ms. Soumya. A, “Quality of Transmission (QoT) Aware Routing in All-Optical WDM Networks”, International Journal of Advanced Networking and Applications , Volume: 02, Issue: 02, Pages: 550-554 (2010), Special Issue – NCICT’10 - New Horizon College, Bangalore

 

List of International Conference publications

  1. Niharika S M, Soumya A, “Speech Emotion Recognition using ML”, 7th IEEE on Computation System and Information Technology for Sustainable Solutions (CSITSS 2023), organized by RV College of Engineering, 2nd Nov to 4th Nov 2023

  2. Soumya A, Karthik S Rao, Sumalatha Aradhya,“Generation of Historical Artwork using GAN”, Springer: 7th International Conference on Information and Communication Technology for Intelligent Systems (ICTIS 2023) organized by Global Knowledge Research Foundation & G R Scholastic LLP, Ahmedabad, on 27th & 28th April 2023

  3. Karthikeya H S and Soumya A, “Deep Learning Aided Digitization of Indian Music Treatises”, Springer 2nd International Conference on Smart Data Intelligence (ICSDMI 2022) organized by Department of CSE & IT, Kongunadu College of Engineering and Technology, Trichy, Tamil Nadu on 11th & 12th April 2022,Smart Data Intelligence (Proceedings of ICSMDI 2022), Part of the book series:Algorithms for Intelligent Systems(AIS) --- pg 225 to232

  4. Sumalatha Aradhya, Shashi Kumar,  Rudraradhya P,  Thejaswini S,  Soumya A, “Real Time Vehicle Tracking, Information Retrieval and Motion Analysis using Machine Learning”, The IEEE International Conference on Intelligent Technologies (CONIT 2021), Hubballi, Karnataka, India, 25 - 27 June 2021

  5. Swapna Rao P and Soumya A, “A Study on Music Based Audio and Brain Signal Processing”, IEEE 4th International Conference on Computational Systems and Information Technology for Sustainable Solution (CSITSS), RV College of Engineering, Bengaluru, December 2019

  6. Priyadarshini R, and Soumya A, “Survey: Classification and reconstruction of Archaeological Artifacts”, Springer International Conference on Artificial Intelligence (Global AI Congress 2019), Calcutta, Sep 12-14, 2019 (Scopus Indexed)

  7. Nija Babu and Soumya A, “Character Recognition in Historical Handwritten Documents–A Survey”, 8th IEEE International Conference on Communication and Signal Processing (ICCSP 2019), pp. 0299-0304, Adhiparasakthi Engineering College, Tamilnadu,   April 4-6, 2019 (Scopus Indexed)

  8. Mohammed Hafeez ur Rehaman and Soumya A, “GPU Based Characters Text Detection and Segmentation”, Proceedings of International Conference on Recent Trends in Computational Engineering and Technologies (ICTRCET-18),Organized by Dept of CSE in association with IEEE Bengaluru Section, RajaRajeswari College of Engineering, Bengaluru during 17th & 18th May 2018

  9. Soumya A and  G Hemantha Kumar, “Fourier Features for the Recognition of Ancient Kannada Text”, Proceedings of Second International Conference on Computational Intelligence in Data Mining (ICCIDM-2015) - Volume 1, Advances in Intelligent Systems and Computing 410, Springer publications, pg 421-428, Odisha, 5th  & 6th   Dec 2015

  10. Soumya A and G Hemantha Kumar, “Enhancement and Segmentation of Historical Records”, Vol 5, No.13, pg 95-113, Fifth International Conference on Digital Image Processing and Pattern Recognition (DPPR 2015), Computer Science Conference Proceedings – AIRCC publications, Chennai, 25th & 26th July 2015

  11. Soumya A and G Hemantha Kumar, “Feature Extraction and Recognition of Ancient Kannada Epigraphs”, pg 469-478, International Conference on Computational Intelligence in Data Mining (ICCIDM-2014), Volume 3, Springer publications, Veer Surendra Sai University of Technology( VSSUT), Burla, Odisha, 20th & 21st Dec 2014

  12. Soumya A and G Hemantha Kumar, “Recognition of Ancient Kannada Epigraphs using Fuzzy-Based Approach”, pg 657-662, International Conference on Contemporary Computing and Informatics (IC3I-2014), IEEE publications ,SJCE, Mysore, 27th -29th Nov 2014 

  13. Soumya A and G Hemantha Kumar, “ Classification of ancient epigraphs into different periods using Random Forests”, pg 172-178, Fifth International Conference on Signal and Image Processing (ICSIP-2014), IEEE publications , BNMIT, Bangalore, 8th -10th Jan 2014 

  14. Soumya A and G Hemantha Kumar, “ Dating of Ancient Epigraphs using Random Forest Classifier”, pg 331-339, International Conference on Emerging Computation and Information Technologies (ICECIT-2013), Elsevier publications, Siddaganga Institute of Technology, Tumkur, 22nd and 23rd November 2013 

  15. Nivedita G Gundmi, Soumya A, E S Shivaleela, Shrikant S Tangade, “Comparison of Transparent and Translucent Network in DWDM Optical Networks”, Proc. of Annual International Conference on Emerging Research Areas (AICERA 2011), pg 220 – 225,Amal Jyothi College of Engg, Kanjirappally, Kerala, 28th to 30th April 2011.

  16. Srinivas Talabattulu, Shrikant S Tangade, Soumya A, Shalini S, “Quality of Transmission (QoT) – Aware Routing in All-Optical WDM Networks”, IEEE (ICP 2010), Print ISBN: 978-1-4244-7186-7, INSPEC Accession Number: 11589540, DOI: 10.1109/ICP.2010.5604435, Date of Current Version: 14 October 2010. Appears in International Conference on Photonics 2010 (ICP 2010), pg 1-5, IEEE Photonics Society, Malaysia Chapter, Langkawi, Kedah, Malayasia on 5th to 7th July 2010.

 

Book Chapters

1. Soumya , Karthik S. Rao, and Sumalatha Aradhya, “Generation of Historical Artwork Using GAN”, Springer Nature Singapore Pte Ltd. 2023, Smart Innovation, Systems and Technologies,  Vol 361, pg 485 -497, https://doi.org/10.1007/978-

2. Karthikeya, H.S., Soumya, A. (2022), “Deep Learning Aided Digitization of Indian Music Treatises”, Smart Data Intelligence. Algorithms for Intelligent Systems. Springer, Singapore. https://doi.org/10.1007/978-

3. Priyadarshini, R., Soumya, A., “Survey: Classification and reconstruction of archaeological artefacts”, Advances in Intelligent Systems and Computing, 2020, 1112, pp. 439–452

4. Soumya A and  G Hemantha Kumar, “Fourier Features for the Recognition of Ancient Kannada Text”, Advances in Intelligent Systems and Computing 2016,410,  Springer publications, pg 421-428, DOI: 10.1007/978-81-322-2734-2_42

5. Soumya A and G Hemantha Kumar, “Feature Extraction and Recognition of Ancient Kannada Epigraphs”, pg 469-478, Smart Innovation, Systems and Technologies 2015, Springer publications, DOI: 10.1007/978-81-322-2202-6_42

 

Interaction with Outside World

  • SPoC Infosys Campus Connect Programme
  • Consultancy Projects Gnostice Information Technologies Pvt. Ltd. Bangalore
  • Research Project with Wipro-IISC Research & Innovation Network Consortium (WIRIN)
  • Research Project with SAMSUNG PRISM (R&D)

Professional Body Membership

  • Life Member of the Indian Society of Technical Education (ISTE)
  • Life Member of Computer Society of India (CSI)
  • Life Member of Indian Unit for Pattern Recognition and Artificial Intelligence (IUPRAI)
  • Member of IEEE

 

Awards

  • Awarded “SPoC of the Month June-July 2023” as appreciation for using Infosys Springboard and being a valuable Campus Connect partner during  SPoCs’ Meet Aug 2023,  by Infosys Ltd., Bengaluru
  • Awarded “SPoC of the Month Dec 2021” as appreciation for using Infosys Springboard and being a valuable Campus Connect partner during  SPoCs’ Meet Feb 2022,  by Infosys Ltd., Bengaluru
  •  Awarded “Certificate of Excellence” for guiding the students towards Samsung Prism Worklet titled “Code-Mixed Language Model and Multi-Intent System” during June 2021-Jan 2022
  • Faculty Mentor and Grader- “IUCEE AI for All” conducted by Dr Rao Vemuri (University of California Davis(Retd)– Sep 2020 to Nov 2020 organised by Dr Krishna Vedula, IUCEE
  • Awarded “Certificate of Excellence” for the contribution to the Wipro-IISC Research and Innovation Network – (WIRIN) project titled “SDV in a Box- Simulator Optimizer” during July 2020-June 2021
  • Felicitated in recognition of obtaining Doctoral degree Ph.D (2016) in Computer Science from University of Mysore, Mysore, by R V College of Engineering – Indian Society for Technical Education (RVCE-ISTE) Chapter, Teacher’s Day Celebration on 23rd September 2017
  • Awarded Best Single Point of Contact (SPoC) for the contribution to Infosys Campus Connect Program (during the period Jan 2016 to Dec 2016) at Infosys Principals’ Meet 2017, Infosys Ltd., Bengaluru, on 24th March 2017
  • Session Chair in International Conference on Recent Trends in Computational Engineering and Technologies (ICTRCET-18),Organized by Dept of CSE in association with IEEE Bengaluru Section, RajaRajeswari College of Engineering, Bengaluru- 74 during 17th & 18th May 2018
 
Research and Consultancy Projects:

  • Completed Worklet Samsung PRISM “ Game Frame Analyser”, with SAMSUNG R&D INSTITUTE INDIA-BANGALORE PRIVATE LIMITED (“SRI-B”) May 2023 to Dec 2023

  • Completed Project Samsung PRISM Elite, “Design & Develop optimized GPU implementation using OpenCL for non-AI programs in On Device AI usecases-”, Rs.2,00,000/-, with SAMSUNG R&D INSTITUTE INDIA-BANGALORE PRIVATE LIMITED (“SRI-B”) from Jan 2023 to Aug 2023

  • Completed project “ABB Architecture Comparison Tool” with ABB Global Industries and Services Private Limited, Blore – of amount  Rs. 3,54,000/,  during 1st Sep 2022 to 31st Dec2022 

  • Completed project, “3D Reconstruction from Posed Images” with SAMSUNG PRISM (R&D) – Phase III, from Nov 2022

  • Completed project “Code-Mixed Language Model and Multi-Intent System” with SAMSUNG PRISM (R&D) –Phase III,  from June 2021 to Jan 2022

  • Completed project “SDV in a Box- Global AV Simulator – (Phase-II) - Optimization of the existing Simulator product  in terms of Performance & Graphic quality and making it platform independent” with Wipro-IISC Research & Innovation Network Consortium (WIRIN) from July 2020 to June 2021

  • Completed project, “SDV in Box- Global AV Simulator – Phase-I” with Wipro-IISC Research & Innovation Network Consortium (WIRIN) – June 2019 to November 2019

  • Completed the project, “Tensor-flow Object Detection with ARMNN” with SAMSUNG PRISM (R&D) – Phase I, August 2019 to January 2020.

  • Completed Consultancy work, “Digitization Engine - Segmentation” - Phase II by Gnostice Information Technologies Pvt. Ltd.  Bengaluru, of amount Rs. 1,00,000/- in Aug 2017.

  • Completed Consultancy work, “XtremeDigitization Engine Phase 1 with Mixed Language Capability in C#.NET”- Phase I by Gnostice Information Technologies Pvt. Ltd.  Bengaluru, of amount Rs. 1,00,000/- in Aug 2015.

 

 

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